Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 10127 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.1 MiB |
| Average record size in memory | 527.2 B |
Variable types
| NUM | 17 |
|---|---|
| CAT | 6 |
Avg_Open_To_Buy is highly correlated with Credit_Limit | High correlation |
Credit_Limit is highly correlated with Avg_Open_To_Buy | High correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 is highly correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | High correlation |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 is highly correlated with Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | High correlation |
CLIENTNUM has unique values | Unique |
Dependent_count has 904 (8.9%) zeros | Zeros |
Contacts_Count_12_mon has 399 (3.9%) zeros | Zeros |
Total_Revolving_Bal has 2470 (24.4%) zeros | Zeros |
Avg_Utilization_Ratio has 2470 (24.4%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-29 20:43:46.013729 |
|---|---|
| Analysis finished | 2020-11-29 20:44:26.311049 |
| Duration | 40.3 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 10127 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 739177606.3 |
|---|---|
| Minimum | 708082083 |
| Maximum | 828343083 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 708082083 |
|---|---|
| 5-th percentile | 709120390.5 |
| Q1 | 713036770.5 |
| median | 717926358 |
| Q3 | 773143533 |
| 95-th percentile | 814212033 |
| Maximum | 828343083 |
| Range | 120261000 |
| Interquartile range (IQR) | 60106762.5 |
Descriptive statistics
| Standard deviation | 36903783.45 |
|---|---|
| Coefficient of variation (CV) | 0.04992546194 |
| Kurtosis | -0.6156397044 |
| Mean | 739177606.3 |
| Median Absolute Deviation (MAD) | 6347700 |
| Skewness | 0.9956010103 |
| Sum | 7.485651619e+12 |
| Variance | 1.361889233e+15 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 780097533 | 1 | < 0.1% | |
| 720049083 | 1 | < 0.1% | |
| 717376758 | 1 | < 0.1% | |
| 720598308 | 1 | < 0.1% | |
| 719930658 | 1 | < 0.1% | |
| 716805408 | 1 | < 0.1% | |
| 819997983 | 1 | < 0.1% | |
| 778191933 | 1 | < 0.1% | |
| 824165658 | 1 | < 0.1% | |
| 771220758 | 1 | < 0.1% | |
| 711515433 | 1 | < 0.1% | |
| 820346133 | 1 | < 0.1% | |
| 718943508 | 1 | < 0.1% | |
| 720145683 | 1 | < 0.1% | |
| 779689233 | 1 | < 0.1% | |
| 824763783 | 1 | < 0.1% | |
| 715123983 | 1 | < 0.1% | |
| 719398158 | 1 | < 0.1% | |
| 787621158 | 1 | < 0.1% | |
| 822964683 | 1 | < 0.1% | |
| 719511783 | 1 | < 0.1% | |
| 807226683 | 1 | < 0.1% | |
| 715279683 | 1 | < 0.1% | |
| 779765058 | 1 | < 0.1% | |
| 794160408 | 1 | < 0.1% | |
| Other values (10102) | 10102 | 99.8% |
| Value | Count | Frequency (%) | |
| 708082083 | 1 | < 0.1% | |
| 708083283 | 1 | < 0.1% | |
| 708084558 | 1 | < 0.1% | |
| 708085458 | 1 | < 0.1% | |
| 708086958 | 1 | < 0.1% | |
| 708095133 | 1 | < 0.1% | |
| 708098133 | 1 | < 0.1% | |
| 708099183 | 1 | < 0.1% | |
| 708100533 | 1 | < 0.1% | |
| 708103608 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 828343083 | 1 | < 0.1% | |
| 828298908 | 1 | < 0.1% | |
| 828294933 | 1 | < 0.1% | |
| 828291858 | 1 | < 0.1% | |
| 828288333 | 1 | < 0.1% | |
| 828285858 | 1 | < 0.1% | |
| 828281733 | 1 | < 0.1% | |
| 828236133 | 1 | < 0.1% | |
| 828227433 | 1 | < 0.1% | |
| 828215508 | 1 | < 0.1% |
Attrition_Flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Existing Customer | |
|---|---|
| Attrited Customer |
| Value | Count | Frequency (%) | |
| Existing Customer | 8500 | 83.9% | |
| Attrited Customer | 1627 | 16.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 17 |
| Min length | 17 |
Most occurring characters
| Value | Count | Frequency (%) | |
| t | 23508 | 13.7% | |
| i | 18627 | 10.8% | |
| s | 18627 | 10.8% | |
| e | 11754 | 6.8% | |
| r | 11754 | 6.8% | |
| 10127 | 5.9% | ||
| C | 10127 | 5.9% | |
| u | 10127 | 5.9% | |
| o | 10127 | 5.9% | |
| m | 10127 | 5.9% | |
| E | 8500 | 4.9% | |
| x | 8500 | 4.9% | |
| n | 8500 | 4.9% | |
| g | 8500 | 4.9% | |
| A | 1627 | 0.9% | |
| d | 1627 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 141778 | 82.4% | |
| Uppercase Letter | 20254 | 11.8% | |
| Space Separator | 10127 | 5.9% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| C | 10127 | 50.0% | |
| E | 8500 | 42.0% | |
| A | 1627 | 8.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| t | 23508 | 16.6% | |
| i | 18627 | 13.1% | |
| s | 18627 | 13.1% | |
| e | 11754 | 8.3% | |
| r | 11754 | 8.3% | |
| u | 10127 | 7.1% | |
| o | 10127 | 7.1% | |
| m | 10127 | 7.1% | |
| x | 8500 | 6.0% | |
| n | 8500 | 6.0% | |
| g | 8500 | 6.0% | |
| d | 1627 | 1.1% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 10127 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 162032 | 94.1% | |
| Common | 10127 | 5.9% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| t | 23508 | 14.5% | |
| i | 18627 | 11.5% | |
| s | 18627 | 11.5% | |
| e | 11754 | 7.3% | |
| r | 11754 | 7.3% | |
| C | 10127 | 6.2% | |
| u | 10127 | 6.2% | |
| o | 10127 | 6.2% | |
| m | 10127 | 6.2% | |
| E | 8500 | 5.2% | |
| x | 8500 | 5.2% | |
| n | 8500 | 5.2% | |
| g | 8500 | 5.2% | |
| A | 1627 | 1.0% | |
| d | 1627 | 1.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 10127 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 172159 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| t | 23508 | 13.7% | |
| i | 18627 | 10.8% | |
| s | 18627 | 10.8% | |
| e | 11754 | 6.8% | |
| r | 11754 | 6.8% | |
| 10127 | 5.9% | ||
| C | 10127 | 5.9% | |
| u | 10127 | 5.9% | |
| o | 10127 | 5.9% | |
| m | 10127 | 5.9% | |
| E | 8500 | 4.9% | |
| x | 8500 | 4.9% | |
| n | 8500 | 4.9% | |
| g | 8500 | 4.9% | |
| A | 1627 | 0.9% | |
| d | 1627 | 0.9% |
Customer_Age
Real number (ℝ≥0)
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.3259603 |
|---|---|
| Minimum | 26 |
| Maximum | 73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 41 |
| median | 46 |
| Q3 | 52 |
| 95-th percentile | 60 |
| Maximum | 73 |
| Range | 47 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.016814033 |
|---|---|
| Coefficient of variation (CV) | 0.1730523011 |
| Kurtosis | -0.2886199153 |
| Mean | 46.3259603 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.03360501632 |
| Sum | 469143 |
| Variance | 64.26930723 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) | |
| 44 | 500 | 4.9% | |
| 49 | 495 | 4.9% | |
| 46 | 490 | 4.8% | |
| 45 | 486 | 4.8% | |
| 47 | 479 | 4.7% | |
| 43 | 473 | 4.7% | |
| 48 | 472 | 4.7% | |
| 50 | 452 | 4.5% | |
| 42 | 426 | 4.2% | |
| 51 | 398 | 3.9% | |
| 53 | 387 | 3.8% | |
| 41 | 379 | 3.7% | |
| 52 | 376 | 3.7% | |
| 40 | 361 | 3.6% | |
| 39 | 333 | 3.3% | |
| 54 | 307 | 3.0% | |
| 38 | 303 | 3.0% | |
| 55 | 279 | 2.8% | |
| 56 | 262 | 2.6% | |
| 37 | 260 | 2.6% | |
| 57 | 223 | 2.2% | |
| 36 | 221 | 2.2% | |
| 35 | 184 | 1.8% | |
| 59 | 157 | 1.6% | |
| 58 | 157 | 1.6% | |
| Other values (20) | 1267 | 12.5% |
| Value | Count | Frequency (%) | |
| 26 | 78 | 0.8% | |
| 27 | 32 | 0.3% | |
| 28 | 29 | 0.3% | |
| 29 | 56 | 0.6% | |
| 30 | 70 | 0.7% | |
| 31 | 91 | 0.9% | |
| 32 | 106 | 1.0% | |
| 33 | 127 | 1.3% | |
| 34 | 146 | 1.4% | |
| 35 | 184 | 1.8% |
| Value | Count | Frequency (%) | |
| 73 | 1 | < 0.1% | |
| 70 | 1 | < 0.1% | |
| 68 | 2 | < 0.1% | |
| 67 | 4 | < 0.1% | |
| 66 | 2 | < 0.1% | |
| 65 | 101 | 1.0% | |
| 64 | 43 | 0.4% | |
| 63 | 65 | 0.6% | |
| 62 | 93 | 0.9% | |
| 61 | 93 | 0.9% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| F | |
|---|---|
| M |
| Value | Count | Frequency (%) | |
| F | 5358 | 52.9% | |
| M | 4769 | 47.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| F | 5358 | 52.9% | |
| M | 4769 | 47.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 10127 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| F | 5358 | 52.9% | |
| M | 4769 | 47.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 10127 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| F | 5358 | 52.9% | |
| M | 4769 | 47.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 10127 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| F | 5358 | 52.9% | |
| M | 4769 | 47.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.346203219 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 904 |
| Zeros (%) | 8.9% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.298908349 |
|---|---|
| Coefficient of variation (CV) | 0.5536214162 |
| Kurtosis | -0.6830166531 |
| Mean | 2.346203219 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.02082553562 |
| Sum | 23760 |
| Variance | 1.687162899 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 3 | 2732 | 27.0% | |
| 2 | 2655 | 26.2% | |
| 1 | 1838 | 18.1% | |
| 4 | 1574 | 15.5% | |
| 0 | 904 | 8.9% | |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) | |
| 0 | 904 | 8.9% | |
| 1 | 1838 | 18.1% | |
| 2 | 2655 | 26.2% | |
| 3 | 2732 | 27.0% | |
| 4 | 1574 | 15.5% | |
| 5 | 424 | 4.2% |
| Value | Count | Frequency (%) | |
| 5 | 424 | 4.2% | |
| 4 | 1574 | 15.5% | |
| 3 | 2732 | 27.0% | |
| 2 | 2655 | 26.2% | |
| 1 | 1838 | 18.1% | |
| 0 | 904 | 8.9% |
Education_Level
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Graduate | |
|---|---|
| High School | |
| Unknown | |
| Uneducated | |
| College | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| Graduate | 3128 | 30.9% | |
| High School | 2013 | 19.9% | |
| Unknown | 1519 | 15.0% | |
| Uneducated | 1487 | 14.7% | |
| College | 1013 | 10.0% | |
| Post-Graduate | 516 | 5.1% | |
| Doctorate | 451 | 4.5% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.939271255 |
| Min length | 7 |
Most occurring characters
| Value | Count | Frequency (%) | |
| a | 9226 | 10.2% | |
| e | 9095 | 10.0% | |
| o | 7976 | 8.8% | |
| d | 6618 | 7.3% | |
| t | 6549 | 7.2% | |
| n | 6044 | 6.7% | |
| u | 5131 | 5.7% | |
| r | 4095 | 4.5% | |
| l | 4039 | 4.5% | |
| h | 4026 | 4.4% | |
| c | 3951 | 4.4% | |
| G | 3644 | 4.0% | |
| g | 3026 | 3.3% | |
| U | 3006 | 3.3% | |
| H | 2013 | 2.2% | |
| i | 2013 | 2.2% | |
| 2013 | 2.2% | ||
| S | 2013 | 2.2% | |
| k | 1519 | 1.7% | |
| w | 1519 | 1.7% | |
| C | 1013 | 1.1% | |
| P | 516 | 0.6% | |
| s | 516 | 0.6% | |
| - | 516 | 0.6% | |
| D | 451 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 75343 | 83.2% | |
| Uppercase Letter | 12656 | 14.0% | |
| Space Separator | 2013 | 2.2% | |
| Dash Punctuation | 516 | 0.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| G | 3644 | 28.8% | |
| U | 3006 | 23.8% | |
| H | 2013 | 15.9% | |
| S | 2013 | 15.9% | |
| C | 1013 | 8.0% | |
| P | 516 | 4.1% | |
| D | 451 | 3.6% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| a | 9226 | 12.2% | |
| e | 9095 | 12.1% | |
| o | 7976 | 10.6% | |
| d | 6618 | 8.8% | |
| t | 6549 | 8.7% | |
| n | 6044 | 8.0% | |
| u | 5131 | 6.8% | |
| r | 4095 | 5.4% | |
| l | 4039 | 5.4% | |
| h | 4026 | 5.3% | |
| c | 3951 | 5.2% | |
| g | 3026 | 4.0% | |
| i | 2013 | 2.7% | |
| k | 1519 | 2.0% | |
| w | 1519 | 2.0% | |
| s | 516 | 0.7% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 2013 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 516 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 87999 | 97.2% | |
| Common | 2529 | 2.8% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| a | 9226 | 10.5% | |
| e | 9095 | 10.3% | |
| o | 7976 | 9.1% | |
| d | 6618 | 7.5% | |
| t | 6549 | 7.4% | |
| n | 6044 | 6.9% | |
| u | 5131 | 5.8% | |
| r | 4095 | 4.7% | |
| l | 4039 | 4.6% | |
| h | 4026 | 4.6% | |
| c | 3951 | 4.5% | |
| G | 3644 | 4.1% | |
| g | 3026 | 3.4% | |
| U | 3006 | 3.4% | |
| H | 2013 | 2.3% | |
| i | 2013 | 2.3% | |
| S | 2013 | 2.3% | |
| k | 1519 | 1.7% | |
| w | 1519 | 1.7% | |
| C | 1013 | 1.2% | |
| P | 516 | 0.6% | |
| s | 516 | 0.6% | |
| D | 451 | 0.5% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2013 | 79.6% | ||
| - | 516 | 20.4% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 90528 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| a | 9226 | 10.2% | |
| e | 9095 | 10.0% | |
| o | 7976 | 8.8% | |
| d | 6618 | 7.3% | |
| t | 6549 | 7.2% | |
| n | 6044 | 6.7% | |
| u | 5131 | 5.7% | |
| r | 4095 | 4.5% | |
| l | 4039 | 4.5% | |
| h | 4026 | 4.4% | |
| c | 3951 | 4.4% | |
| G | 3644 | 4.0% | |
| g | 3026 | 3.3% | |
| U | 3006 | 3.3% | |
| H | 2013 | 2.2% | |
| i | 2013 | 2.2% | |
| 2013 | 2.2% | ||
| S | 2013 | 2.2% | |
| k | 1519 | 1.7% | |
| w | 1519 | 1.7% | |
| C | 1013 | 1.1% | |
| P | 516 | 0.6% | |
| s | 516 | 0.6% | |
| - | 516 | 0.6% | |
| D | 451 | 0.5% |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Married | |
|---|---|
| Single | |
| Unknown | |
| Divorced |
| Value | Count | Frequency (%) | |
| Married | 4687 | 46.3% | |
| Single | 3943 | 38.9% | |
| Unknown | 749 | 7.4% | |
| Divorced | 748 | 7.4% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.684506764 |
| Min length | 6 |
Most occurring characters
| Value | Count | Frequency (%) | |
| r | 10122 | 15.0% | |
| i | 9378 | 13.9% | |
| e | 9378 | 13.9% | |
| n | 6190 | 9.1% | |
| d | 5435 | 8.0% | |
| M | 4687 | 6.9% | |
| a | 4687 | 6.9% | |
| S | 3943 | 5.8% | |
| g | 3943 | 5.8% | |
| l | 3943 | 5.8% | |
| o | 1497 | 2.2% | |
| U | 749 | 1.1% | |
| k | 749 | 1.1% | |
| w | 749 | 1.1% | |
| D | 748 | 1.1% | |
| v | 748 | 1.1% | |
| c | 748 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 57567 | 85.0% | |
| Uppercase Letter | 10127 | 15.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 4687 | 46.3% | |
| S | 3943 | 38.9% | |
| U | 749 | 7.4% | |
| D | 748 | 7.4% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| r | 10122 | 17.6% | |
| i | 9378 | 16.3% | |
| e | 9378 | 16.3% | |
| n | 6190 | 10.8% | |
| d | 5435 | 9.4% | |
| a | 4687 | 8.1% | |
| g | 3943 | 6.8% | |
| l | 3943 | 6.8% | |
| o | 1497 | 2.6% | |
| k | 749 | 1.3% | |
| w | 749 | 1.3% | |
| v | 748 | 1.3% | |
| c | 748 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 67694 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| r | 10122 | 15.0% | |
| i | 9378 | 13.9% | |
| e | 9378 | 13.9% | |
| n | 6190 | 9.1% | |
| d | 5435 | 8.0% | |
| M | 4687 | 6.9% | |
| a | 4687 | 6.9% | |
| S | 3943 | 5.8% | |
| g | 3943 | 5.8% | |
| l | 3943 | 5.8% | |
| o | 1497 | 2.2% | |
| U | 749 | 1.1% | |
| k | 749 | 1.1% | |
| w | 749 | 1.1% | |
| D | 748 | 1.1% | |
| v | 748 | 1.1% | |
| c | 748 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 67694 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| r | 10122 | 15.0% | |
| i | 9378 | 13.9% | |
| e | 9378 | 13.9% | |
| n | 6190 | 9.1% | |
| d | 5435 | 8.0% | |
| M | 4687 | 6.9% | |
| a | 4687 | 6.9% | |
| S | 3943 | 5.8% | |
| g | 3943 | 5.8% | |
| l | 3943 | 5.8% | |
| o | 1497 | 2.2% | |
| U | 749 | 1.1% | |
| k | 749 | 1.1% | |
| w | 749 | 1.1% | |
| D | 748 | 1.1% | |
| v | 748 | 1.1% | |
| c | 748 | 1.1% |
Income_Category
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| Unknown |
| Value | Count | Frequency (%) | |
| Less than $40K | 3561 | 35.2% | |
| $40K - $60K | 1790 | 17.7% | |
| $80K - $120K | 1535 | 15.2% | |
| $60K - $80K | 1402 | 13.8% | |
| Unknown | 1112 | 11.0% | |
| $120K + | 727 | 7.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.4801027 |
| Min length | 7 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 17303 | 14.9% | ||
| $ | 13742 | 11.8% | |
| 0 | 13742 | 11.8% | |
| K | 13742 | 11.8% | |
| s | 7122 | 6.1% | |
| n | 6897 | 5.9% | |
| 4 | 5351 | 4.6% | |
| - | 4727 | 4.1% | |
| L | 3561 | 3.1% | |
| e | 3561 | 3.1% | |
| t | 3561 | 3.1% | |
| h | 3561 | 3.1% | |
| a | 3561 | 3.1% | |
| 6 | 3192 | 2.7% | |
| 8 | 2937 | 2.5% | |
| 1 | 2262 | 1.9% | |
| 2 | 2262 | 1.9% | |
| U | 1112 | 1.0% | |
| k | 1112 | 1.0% | |
| o | 1112 | 1.0% | |
| w | 1112 | 1.0% | |
| + | 727 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 31599 | 27.2% | |
| Decimal Number | 29746 | 25.6% | |
| Uppercase Letter | 18415 | 15.8% | |
| Space Separator | 17303 | 14.9% | |
| Currency Symbol | 13742 | 11.8% | |
| Dash Punctuation | 4727 | 4.1% | |
| Math Symbol | 727 | 0.6% |
Most frequent Currency Symbol characters
| Value | Count | Frequency (%) | |
| $ | 13742 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 13742 | 46.2% | |
| 4 | 5351 | 18.0% | |
| 6 | 3192 | 10.7% | |
| 8 | 2937 | 9.9% | |
| 1 | 2262 | 7.6% | |
| 2 | 2262 | 7.6% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| K | 13742 | 74.6% | |
| L | 3561 | 19.3% | |
| U | 1112 | 6.0% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 17303 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 4727 | 100.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| s | 7122 | 22.5% | |
| n | 6897 | 21.8% | |
| e | 3561 | 11.3% | |
| t | 3561 | 11.3% | |
| h | 3561 | 11.3% | |
| a | 3561 | 11.3% | |
| k | 1112 | 3.5% | |
| o | 1112 | 3.5% | |
| w | 1112 | 3.5% |
Most frequent Math Symbol characters
| Value | Count | Frequency (%) | |
| + | 727 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 66245 | 57.0% | |
| Latin | 50014 | 43.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 17303 | 26.1% | ||
| $ | 13742 | 20.7% | |
| 0 | 13742 | 20.7% | |
| 4 | 5351 | 8.1% | |
| - | 4727 | 7.1% | |
| 6 | 3192 | 4.8% | |
| 8 | 2937 | 4.4% | |
| 1 | 2262 | 3.4% | |
| 2 | 2262 | 3.4% | |
| + | 727 | 1.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| K | 13742 | 27.5% | |
| s | 7122 | 14.2% | |
| n | 6897 | 13.8% | |
| L | 3561 | 7.1% | |
| e | 3561 | 7.1% | |
| t | 3561 | 7.1% | |
| h | 3561 | 7.1% | |
| a | 3561 | 7.1% | |
| U | 1112 | 2.2% | |
| k | 1112 | 2.2% | |
| o | 1112 | 2.2% | |
| w | 1112 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 116259 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 17303 | 14.9% | ||
| $ | 13742 | 11.8% | |
| 0 | 13742 | 11.8% | |
| K | 13742 | 11.8% | |
| s | 7122 | 6.1% | |
| n | 6897 | 5.9% | |
| 4 | 5351 | 4.6% | |
| - | 4727 | 4.1% | |
| L | 3561 | 3.1% | |
| e | 3561 | 3.1% | |
| t | 3561 | 3.1% | |
| h | 3561 | 3.1% | |
| a | 3561 | 3.1% | |
| 6 | 3192 | 2.7% | |
| 8 | 2937 | 2.5% | |
| 1 | 2262 | 1.9% | |
| 2 | 2262 | 1.9% | |
| U | 1112 | 1.0% | |
| k | 1112 | 1.0% | |
| o | 1112 | 1.0% | |
| w | 1112 | 1.0% | |
| + | 727 | 0.6% |
Card_Category
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.2 KiB |
| Blue | |
|---|---|
| Silver | 555 |
| Gold | 116 |
| Platinum | 20 |
| Value | Count | Frequency (%) | |
| Blue | 9436 | 93.2% | |
| Silver | 555 | 5.5% | |
| Gold | 116 | 1.1% | |
| Platinum | 20 | 0.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.117507653 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| l | 10127 | 24.3% | |
| e | 9991 | 24.0% | |
| u | 9456 | 22.7% | |
| B | 9436 | 22.6% | |
| i | 575 | 1.4% | |
| S | 555 | 1.3% | |
| v | 555 | 1.3% | |
| r | 555 | 1.3% | |
| G | 116 | 0.3% | |
| o | 116 | 0.3% | |
| d | 116 | 0.3% | |
| P | 20 | < 0.1% | |
| a | 20 | < 0.1% | |
| t | 20 | < 0.1% | |
| n | 20 | < 0.1% | |
| m | 20 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 31571 | 75.7% | |
| Uppercase Letter | 10127 | 24.3% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| B | 9436 | 93.2% | |
| S | 555 | 5.5% | |
| G | 116 | 1.1% | |
| P | 20 | 0.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| l | 10127 | 32.1% | |
| e | 9991 | 31.6% | |
| u | 9456 | 30.0% | |
| i | 575 | 1.8% | |
| v | 555 | 1.8% | |
| r | 555 | 1.8% | |
| o | 116 | 0.4% | |
| d | 116 | 0.4% | |
| a | 20 | 0.1% | |
| t | 20 | 0.1% | |
| n | 20 | 0.1% | |
| m | 20 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 41698 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| l | 10127 | 24.3% | |
| e | 9991 | 24.0% | |
| u | 9456 | 22.7% | |
| B | 9436 | 22.6% | |
| i | 575 | 1.4% | |
| S | 555 | 1.3% | |
| v | 555 | 1.3% | |
| r | 555 | 1.3% | |
| G | 116 | 0.3% | |
| o | 116 | 0.3% | |
| d | 116 | 0.3% | |
| P | 20 | < 0.1% | |
| a | 20 | < 0.1% | |
| t | 20 | < 0.1% | |
| n | 20 | < 0.1% | |
| m | 20 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 41698 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| l | 10127 | 24.3% | |
| e | 9991 | 24.0% | |
| u | 9456 | 22.7% | |
| B | 9436 | 22.6% | |
| i | 575 | 1.4% | |
| S | 555 | 1.3% | |
| v | 555 | 1.3% | |
| r | 555 | 1.3% | |
| G | 116 | 0.3% | |
| o | 116 | 0.3% | |
| d | 116 | 0.3% | |
| P | 20 | < 0.1% | |
| a | 20 | < 0.1% | |
| t | 20 | < 0.1% | |
| n | 20 | < 0.1% | |
| m | 20 | < 0.1% |
Months_on_book
Real number (ℝ≥0)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.9284092 |
|---|---|
| Minimum | 13 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 31 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.986416331 |
|---|---|
| Coefficient of variation (CV) | 0.2222869453 |
| Kurtosis | 0.4001001202 |
| Mean | 35.9284092 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.1065653599 |
| Sum | 363847 |
| Variance | 63.78284581 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) | |
| 36 | 2463 | 24.3% | |
| 37 | 358 | 3.5% | |
| 34 | 353 | 3.5% | |
| 38 | 347 | 3.4% | |
| 39 | 341 | 3.4% | |
| 40 | 333 | 3.3% | |
| 31 | 318 | 3.1% | |
| 35 | 317 | 3.1% | |
| 33 | 305 | 3.0% | |
| 30 | 300 | 3.0% | |
| 41 | 297 | 2.9% | |
| 32 | 289 | 2.9% | |
| 28 | 275 | 2.7% | |
| 43 | 273 | 2.7% | |
| 42 | 271 | 2.7% | |
| 29 | 241 | 2.4% | |
| 44 | 230 | 2.3% | |
| 45 | 227 | 2.2% | |
| 27 | 206 | 2.0% | |
| 46 | 197 | 1.9% | |
| 26 | 186 | 1.8% | |
| 47 | 171 | 1.7% | |
| 25 | 165 | 1.6% | |
| 48 | 162 | 1.6% | |
| 24 | 160 | 1.6% | |
| Other values (19) | 1342 | 13.3% |
| Value | Count | Frequency (%) | |
| 13 | 70 | 0.7% | |
| 14 | 16 | 0.2% | |
| 15 | 34 | 0.3% | |
| 16 | 29 | 0.3% | |
| 17 | 39 | 0.4% | |
| 18 | 58 | 0.6% | |
| 19 | 63 | 0.6% | |
| 20 | 74 | 0.7% | |
| 21 | 83 | 0.8% | |
| 22 | 105 | 1.0% |
| Value | Count | Frequency (%) | |
| 56 | 103 | 1.0% | |
| 55 | 42 | 0.4% | |
| 54 | 53 | 0.5% | |
| 53 | 78 | 0.8% | |
| 52 | 62 | 0.6% | |
| 51 | 80 | 0.8% | |
| 50 | 96 | 0.9% | |
| 49 | 141 | 1.4% | |
| 48 | 162 | 1.6% | |
| 47 | 171 | 1.7% |
Total_Relationship_Count
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.812580231 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.554407865 |
|---|---|
| Coefficient of variation (CV) | 0.4077049586 |
| Kurtosis | -1.006130507 |
| Mean | 3.812580231 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.162452415 |
| Sum | 38610 |
| Variance | 2.416183812 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 3 | 2305 | 22.8% | |
| 4 | 1912 | 18.9% | |
| 5 | 1891 | 18.7% | |
| 6 | 1866 | 18.4% | |
| 2 | 1243 | 12.3% | |
| 1 | 910 | 9.0% |
| Value | Count | Frequency (%) | |
| 1 | 910 | 9.0% | |
| 2 | 1243 | 12.3% | |
| 3 | 2305 | 22.8% | |
| 4 | 1912 | 18.9% | |
| 5 | 1891 | 18.7% | |
| 6 | 1866 | 18.4% |
| Value | Count | Frequency (%) | |
| 6 | 1866 | 18.4% | |
| 5 | 1891 | 18.7% | |
| 4 | 1912 | 18.9% | |
| 3 | 2305 | 22.8% | |
| 2 | 1243 | 12.3% | |
| 1 | 910 | 9.0% |
Months_Inactive_12_mon
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.341167177 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 29 |
| Zeros (%) | 0.3% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.010622399 |
|---|---|
| Coefficient of variation (CV) | 0.4316745978 |
| Kurtosis | 1.098522614 |
| Mean | 2.341167177 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.633061129 |
| Sum | 23709 |
| Variance | 1.021357634 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) | |
| 3 | 3846 | 38.0% | |
| 2 | 3282 | 32.4% | |
| 1 | 2233 | 22.0% | |
| 4 | 435 | 4.3% | |
| 5 | 178 | 1.8% | |
| 6 | 124 | 1.2% | |
| 0 | 29 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 29 | 0.3% | |
| 1 | 2233 | 22.0% | |
| 2 | 3282 | 32.4% | |
| 3 | 3846 | 38.0% | |
| 4 | 435 | 4.3% | |
| 5 | 178 | 1.8% | |
| 6 | 124 | 1.2% |
| Value | Count | Frequency (%) | |
| 6 | 124 | 1.2% | |
| 5 | 178 | 1.8% | |
| 4 | 435 | 4.3% | |
| 3 | 3846 | 38.0% | |
| 2 | 3282 | 32.4% | |
| 1 | 2233 | 22.0% | |
| 0 | 29 | 0.3% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.455317468 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 399 |
| Zeros (%) | 3.9% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.106225143 |
|---|---|
| Coefficient of variation (CV) | 0.4505426109 |
| Kurtosis | 0.0008626566254 |
| Mean | 2.455317468 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.01100562622 |
| Sum | 24865 |
| Variance | 1.223734066 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) | |
| 3 | 3380 | 33.4% | |
| 2 | 3227 | 31.9% | |
| 1 | 1499 | 14.8% | |
| 4 | 1392 | 13.7% | |
| 0 | 399 | 3.9% | |
| 5 | 176 | 1.7% | |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) | |
| 0 | 399 | 3.9% | |
| 1 | 1499 | 14.8% | |
| 2 | 3227 | 31.9% | |
| 3 | 3380 | 33.4% | |
| 4 | 1392 | 13.7% | |
| 5 | 176 | 1.7% | |
| 6 | 54 | 0.5% |
| Value | Count | Frequency (%) | |
| 6 | 54 | 0.5% | |
| 5 | 176 | 1.7% | |
| 4 | 1392 | 13.7% | |
| 3 | 3380 | 33.4% | |
| 2 | 3227 | 31.9% | |
| 1 | 1499 | 14.8% | |
| 0 | 399 | 3.9% |
| Distinct | 6205 |
|---|---|
| Distinct (%) | 61.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8631.953698 |
|---|---|
| Minimum | 1438.3 |
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1438.51 |
| Q1 | 2555 |
| median | 4549 |
| Q3 | 11067.5 |
| 95-th percentile | 34516 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 8512.5 |
Descriptive statistics
| Standard deviation | 9088.77665 |
|---|---|
| Coefficient of variation (CV) | 1.052922313 |
| Kurtosis | 1.808989336 |
| Mean | 8631.953698 |
| Median Absolute Deviation (MAD) | 2593 |
| Skewness | 1.666725808 |
| Sum | 87415795.1 |
| Variance | 82605861 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 34516 | 508 | 5.0% | |
| 1438.3 | 507 | 5.0% | |
| 15987 | 18 | 0.2% | |
| 9959 | 18 | 0.2% | |
| 23981 | 12 | 0.1% | |
| 6224 | 11 | 0.1% | |
| 2490 | 11 | 0.1% | |
| 3735 | 11 | 0.1% | |
| 7469 | 10 | 0.1% | |
| 2069 | 8 | 0.1% | |
| 2001 | 7 | 0.1% | |
| 2802 | 7 | 0.1% | |
| 2712 | 7 | 0.1% | |
| 14938 | 7 | 0.1% | |
| 2222 | 7 | 0.1% | |
| 1606 | 6 | 0.1% | |
| 2721 | 6 | 0.1% | |
| 2801 | 6 | 0.1% | |
| 3187 | 6 | 0.1% | |
| 2111 | 6 | 0.1% | |
| 2283 | 6 | 0.1% | |
| 2917 | 6 | 0.1% | |
| 2900 | 6 | 0.1% | |
| 1963 | 6 | 0.1% | |
| 2636 | 6 | 0.1% | |
| Other values (6180) | 8918 | 88.1% |
| Value | Count | Frequency (%) | |
| 1438.3 | 507 | 5.0% | |
| 1439 | 2 | < 0.1% | |
| 1440 | 1 | < 0.1% | |
| 1441 | 2 | < 0.1% | |
| 1442 | 1 | < 0.1% | |
| 1443 | 3 | < 0.1% | |
| 1446 | 1 | < 0.1% | |
| 1449 | 2 | < 0.1% | |
| 1451 | 2 | < 0.1% | |
| 1452 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 34516 | 508 | 5.0% | |
| 34496 | 1 | < 0.1% | |
| 34458 | 1 | < 0.1% | |
| 34427 | 1 | < 0.1% | |
| 34198 | 1 | < 0.1% | |
| 34173 | 1 | < 0.1% | |
| 34162 | 1 | < 0.1% | |
| 34140 | 1 | < 0.1% | |
| 34058 | 1 | < 0.1% | |
| 34010 | 1 | < 0.1% |
| Distinct | 1974 |
|---|---|
| Distinct (%) | 19.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.814061 |
|---|---|
| Minimum | 0 |
| Maximum | 2517 |
| Zeros | 2470 |
| Zeros (%) | 24.4% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 359 |
| median | 1276 |
| Q3 | 1784 |
| 95-th percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| Interquartile range (IQR) | 1425 |
Descriptive statistics
| Standard deviation | 814.9873352 |
|---|---|
| Coefficient of variation (CV) | 0.7008750257 |
| Kurtosis | -1.145991782 |
| Mean | 1162.814061 |
| Median Absolute Deviation (MAD) | 591 |
| Skewness | -0.1488372503 |
| Sum | 11775818 |
| Variance | 664204.3566 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2470 | 24.4% | |
| 2517 | 508 | 5.0% | |
| 1965 | 12 | 0.1% | |
| 1480 | 12 | 0.1% | |
| 1720 | 11 | 0.1% | |
| 1664 | 11 | 0.1% | |
| 1434 | 11 | 0.1% | |
| 1542 | 10 | 0.1% | |
| 1175 | 10 | 0.1% | |
| 1560 | 10 | 0.1% | |
| 1590 | 10 | 0.1% | |
| 1528 | 10 | 0.1% | |
| 1421 | 10 | 0.1% | |
| 1250 | 10 | 0.1% | |
| 1482 | 10 | 0.1% | |
| 1794 | 10 | 0.1% | |
| 787 | 10 | 0.1% | |
| 1650 | 10 | 0.1% | |
| 1176 | 10 | 0.1% | |
| 1115 | 9 | 0.1% | |
| 1540 | 9 | 0.1% | |
| 1864 | 9 | 0.1% | |
| 1300 | 9 | 0.1% | |
| 1430 | 9 | 0.1% | |
| 1519 | 9 | 0.1% | |
| Other values (1949) | 6918 | 68.3% |
| Value | Count | Frequency (%) | |
| 0 | 2470 | 24.4% | |
| 132 | 1 | < 0.1% | |
| 134 | 1 | < 0.1% | |
| 145 | 1 | < 0.1% | |
| 154 | 1 | < 0.1% | |
| 157 | 1 | < 0.1% | |
| 159 | 2 | < 0.1% | |
| 168 | 2 | < 0.1% | |
| 170 | 1 | < 0.1% | |
| 186 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2517 | 508 | 5.0% | |
| 2514 | 3 | < 0.1% | |
| 2513 | 1 | < 0.1% | |
| 2512 | 2 | < 0.1% | |
| 2511 | 1 | < 0.1% | |
| 2509 | 2 | < 0.1% | |
| 2508 | 2 | < 0.1% | |
| 2507 | 4 | < 0.1% | |
| 2506 | 1 | < 0.1% | |
| 2505 | 3 | < 0.1% |
| Distinct | 6813 |
|---|---|
| Distinct (%) | 67.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7469.139637 |
|---|---|
| Minimum | 3 |
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 480.3 |
| Q1 | 1324.5 |
| median | 3474 |
| Q3 | 9859 |
| 95-th percentile | 32183.4 |
| Maximum | 34516 |
| Range | 34513 |
| Interquartile range (IQR) | 8534.5 |
Descriptive statistics
| Standard deviation | 9090.685324 |
|---|---|
| Coefficient of variation (CV) | 1.217099394 |
| Kurtosis | 1.798617296 |
| Mean | 7469.139637 |
| Median Absolute Deviation (MAD) | 2665 |
| Skewness | 1.661696546 |
| Sum | 75639977.1 |
| Variance | 82640559.65 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1438.3 | 324 | 3.2% | |
| 34516 | 98 | 1.0% | |
| 31999 | 26 | 0.3% | |
| 787 | 8 | 0.1% | |
| 953 | 7 | 0.1% | |
| 701 | 7 | 0.1% | |
| 463 | 7 | 0.1% | |
| 713 | 7 | 0.1% | |
| 740 | 6 | 0.1% | |
| 933 | 6 | 0.1% | |
| 1507 | 6 | 0.1% | |
| 683 | 6 | 0.1% | |
| 806 | 6 | 0.1% | |
| 990 | 6 | 0.1% | |
| 988 | 6 | 0.1% | |
| 788 | 6 | 0.1% | |
| 997 | 6 | 0.1% | |
| 649 | 6 | 0.1% | |
| 1623 | 6 | 0.1% | |
| 664 | 6 | 0.1% | |
| 837 | 6 | 0.1% | |
| 1129 | 6 | 0.1% | |
| 913 | 6 | 0.1% | |
| 1179 | 6 | 0.1% | |
| 1038 | 6 | 0.1% | |
| Other values (6788) | 9541 | 94.2% |
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 14 | 2 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 24 | 1 | < 0.1% | |
| 28 | 1 | < 0.1% | |
| 29 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% | |
| 39 | 2 | < 0.1% | |
| 41 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 34516 | 98 | 1.0% | |
| 34362 | 1 | < 0.1% | |
| 34302 | 1 | < 0.1% | |
| 34300 | 1 | < 0.1% | |
| 34297 | 1 | < 0.1% | |
| 34286 | 1 | < 0.1% | |
| 34238 | 1 | < 0.1% | |
| 34227 | 1 | < 0.1% | |
| 34140 | 1 | < 0.1% | |
| 34119 | 1 | < 0.1% |
Total_Amt_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct | 1158 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7599406537 |
|---|---|
| Minimum | 0 |
| Maximum | 3.397 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.463 |
| Q1 | 0.631 |
| median | 0.736 |
| Q3 | 0.859 |
| 95-th percentile | 1.103 |
| Maximum | 3.397 |
| Range | 3.397 |
| Interquartile range (IQR) | 0.228 |
Descriptive statistics
| Standard deviation | 0.2192067692 |
|---|---|
| Coefficient of variation (CV) | 0.288452484 |
| Kurtosis | 9.993501179 |
| Mean | 0.7599406537 |
| Median Absolute Deviation (MAD) | 0.114 |
| Skewness | 1.732063411 |
| Sum | 7695.919 |
| Variance | 0.04805160768 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.791 | 36 | 0.4% | |
| 0.743 | 34 | 0.3% | |
| 0.712 | 34 | 0.3% | |
| 0.735 | 33 | 0.3% | |
| 0.718 | 33 | 0.3% | |
| 0.722 | 32 | 0.3% | |
| 0.744 | 32 | 0.3% | |
| 0.699 | 32 | 0.3% | |
| 0.767 | 31 | 0.3% | |
| 0.69 | 31 | 0.3% | |
| 0.631 | 31 | 0.3% | |
| 0.731 | 31 | 0.3% | |
| 0.717 | 31 | 0.3% | |
| 0.703 | 31 | 0.3% | |
| 0.788 | 30 | 0.3% | |
| 0.749 | 30 | 0.3% | |
| 0.693 | 30 | 0.3% | |
| 0.709 | 29 | 0.3% | |
| 0.691 | 29 | 0.3% | |
| 0.644 | 29 | 0.3% | |
| 0.708 | 29 | 0.3% | |
| 0.742 | 29 | 0.3% | |
| 0.725 | 29 | 0.3% | |
| 0.664 | 29 | 0.3% | |
| 0.67 | 29 | 0.3% | |
| Other values (1133) | 9353 | 92.4% |
| Value | Count | Frequency (%) | |
| 0 | 5 | < 0.1% | |
| 0.01 | 1 | < 0.1% | |
| 0.018 | 1 | < 0.1% | |
| 0.046 | 1 | < 0.1% | |
| 0.061 | 2 | < 0.1% | |
| 0.072 | 1 | < 0.1% | |
| 0.101 | 1 | < 0.1% | |
| 0.12 | 1 | < 0.1% | |
| 0.153 | 1 | < 0.1% | |
| 0.163 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.397 | 1 | < 0.1% | |
| 3.355 | 1 | < 0.1% | |
| 2.675 | 1 | < 0.1% | |
| 2.594 | 1 | < 0.1% | |
| 2.368 | 1 | < 0.1% | |
| 2.357 | 1 | < 0.1% | |
| 2.316 | 1 | < 0.1% | |
| 2.282 | 1 | < 0.1% | |
| 2.275 | 1 | < 0.1% | |
| 2.271 | 1 | < 0.1% |
Total_Trans_Amt
Real number (ℝ≥0)
| Distinct | 5033 |
|---|---|
| Distinct (%) | 49.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4404.086304 |
|---|---|
| Minimum | 510 |
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 1283.3 |
| Q1 | 2155.5 |
| median | 3899 |
| Q3 | 4741 |
| 95-th percentile | 14212 |
| Maximum | 18484 |
| Range | 17974 |
| Interquartile range (IQR) | 2585.5 |
Descriptive statistics
| Standard deviation | 3397.129254 |
|---|---|
| Coefficient of variation (CV) | 0.7713584656 |
| Kurtosis | 3.894023406 |
| Mean | 4404.086304 |
| Median Absolute Deviation (MAD) | 1308 |
| Skewness | 2.041003403 |
| Sum | 44600182 |
| Variance | 11540487.17 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4253 | 11 | 0.1% | |
| 4509 | 11 | 0.1% | |
| 2229 | 10 | 0.1% | |
| 4518 | 10 | 0.1% | |
| 4869 | 9 | 0.1% | |
| 4042 | 9 | 0.1% | |
| 4313 | 9 | 0.1% | |
| 4220 | 9 | 0.1% | |
| 4498 | 9 | 0.1% | |
| 4037 | 9 | 0.1% | |
| 1468 | 8 | 0.1% | |
| 4275 | 8 | 0.1% | |
| 4317 | 8 | 0.1% | |
| 1731 | 8 | 0.1% | |
| 4348 | 8 | 0.1% | |
| 4077 | 8 | 0.1% | |
| 4674 | 8 | 0.1% | |
| 4833 | 8 | 0.1% | |
| 1353 | 7 | 0.1% | |
| 4697 | 7 | 0.1% | |
| 2473 | 7 | 0.1% | |
| 3906 | 7 | 0.1% | |
| 4277 | 7 | 0.1% | |
| 1409 | 7 | 0.1% | |
| 4399 | 7 | 0.1% | |
| Other values (5008) | 9918 | 97.9% |
| Value | Count | Frequency (%) | |
| 510 | 1 | < 0.1% | |
| 530 | 1 | < 0.1% | |
| 563 | 1 | < 0.1% | |
| 569 | 1 | < 0.1% | |
| 594 | 1 | < 0.1% | |
| 596 | 1 | < 0.1% | |
| 597 | 1 | < 0.1% | |
| 602 | 1 | < 0.1% | |
| 615 | 1 | < 0.1% | |
| 643 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18484 | 1 | < 0.1% | |
| 17995 | 1 | < 0.1% | |
| 17744 | 1 | < 0.1% | |
| 17634 | 1 | < 0.1% | |
| 17628 | 1 | < 0.1% | |
| 17498 | 1 | < 0.1% | |
| 17437 | 1 | < 0.1% | |
| 17390 | 1 | < 0.1% | |
| 17350 | 1 | < 0.1% | |
| 17258 | 1 | < 0.1% |
Total_Trans_Ct
Real number (ℝ≥0)
| Distinct | 126 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.85869458 |
|---|---|
| Minimum | 10 |
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 45 |
| median | 67 |
| Q3 | 81 |
| 95-th percentile | 105 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.47257045 |
|---|---|
| Coefficient of variation (CV) | 0.3619032206 |
| Kurtosis | -0.3671632411 |
| Mean | 64.85869458 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.1536730685 |
| Sum | 656824 |
| Variance | 550.9615635 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 81 | 208 | 2.1% | |
| 75 | 203 | 2.0% | |
| 71 | 203 | 2.0% | |
| 82 | 202 | 2.0% | |
| 69 | 202 | 2.0% | |
| 76 | 198 | 2.0% | |
| 77 | 197 | 1.9% | |
| 70 | 193 | 1.9% | |
| 78 | 190 | 1.9% | |
| 74 | 190 | 1.9% | |
| 67 | 186 | 1.8% | |
| 79 | 184 | 1.8% | |
| 73 | 183 | 1.8% | |
| 80 | 173 | 1.7% | |
| 68 | 170 | 1.7% | |
| 83 | 169 | 1.7% | |
| 72 | 168 | 1.7% | |
| 65 | 166 | 1.6% | |
| 66 | 164 | 1.6% | |
| 64 | 158 | 1.6% | |
| 63 | 150 | 1.5% | |
| 85 | 148 | 1.5% | |
| 43 | 147 | 1.5% | |
| 84 | 147 | 1.5% | |
| 37 | 141 | 1.4% | |
| Other values (101) | 5687 | 56.2% |
| Value | Count | Frequency (%) | |
| 10 | 4 | < 0.1% | |
| 11 | 2 | < 0.1% | |
| 12 | 4 | < 0.1% | |
| 13 | 5 | < 0.1% | |
| 14 | 9 | 0.1% | |
| 15 | 16 | 0.2% | |
| 16 | 13 | 0.1% | |
| 17 | 13 | 0.1% | |
| 18 | 23 | 0.2% | |
| 19 | 11 | 0.1% |
| Value | Count | Frequency (%) | |
| 139 | 1 | < 0.1% | |
| 138 | 1 | < 0.1% | |
| 134 | 1 | < 0.1% | |
| 132 | 1 | < 0.1% | |
| 131 | 6 | 0.1% | |
| 130 | 5 | < 0.1% | |
| 129 | 6 | 0.1% | |
| 128 | 10 | 0.1% | |
| 127 | 12 | 0.1% | |
| 126 | 10 | 0.1% |
Total_Ct_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct | 830 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7122223758 |
|---|---|
| Minimum | 0 |
| Maximum | 3.714 |
| Zeros | 7 |
| Zeros (%) | 0.1% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.368 |
| Q1 | 0.582 |
| median | 0.702 |
| Q3 | 0.818 |
| 95-th percentile | 1.069 |
| Maximum | 3.714 |
| Range | 3.714 |
| Interquartile range (IQR) | 0.236 |
Descriptive statistics
| Standard deviation | 0.2380860913 |
|---|---|
| Coefficient of variation (CV) | 0.3342861716 |
| Kurtosis | 15.6892929 |
| Mean | 0.7122223758 |
| Median Absolute Deviation (MAD) | 0.119 |
| Skewness | 2.064030568 |
| Sum | 7212.676 |
| Variance | 0.05668498689 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.667 | 171 | 1.7% | |
| 1 | 166 | 1.6% | |
| 0.5 | 161 | 1.6% | |
| 0.75 | 156 | 1.5% | |
| 0.6 | 113 | 1.1% | |
| 0.8 | 101 | 1.0% | |
| 0.714 | 92 | 0.9% | |
| 0.833 | 85 | 0.8% | |
| 0.778 | 69 | 0.7% | |
| 0.625 | 63 | 0.6% | |
| 0.7 | 59 | 0.6% | |
| 0.571 | 57 | 0.6% | |
| 0.857 | 53 | 0.5% | |
| 0.659 | 48 | 0.5% | |
| 0.756 | 47 | 0.5% | |
| 0.556 | 46 | 0.5% | |
| 0.591 | 46 | 0.5% | |
| 0.727 | 46 | 0.5% | |
| 0.711 | 45 | 0.4% | |
| 0.786 | 44 | 0.4% | |
| 0.545 | 44 | 0.4% | |
| 0.875 | 44 | 0.4% | |
| 0.694 | 44 | 0.4% | |
| 0.66 | 43 | 0.4% | |
| 0.722 | 43 | 0.4% | |
| Other values (805) | 8241 | 81.4% |
| Value | Count | Frequency (%) | |
| 0 | 7 | 0.1% | |
| 0.028 | 1 | < 0.1% | |
| 0.029 | 1 | < 0.1% | |
| 0.038 | 1 | < 0.1% | |
| 0.053 | 1 | < 0.1% | |
| 0.059 | 2 | < 0.1% | |
| 0.062 | 1 | < 0.1% | |
| 0.074 | 1 | < 0.1% | |
| 0.077 | 3 | < 0.1% | |
| 0.091 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.714 | 1 | < 0.1% | |
| 3.571 | 1 | < 0.1% | |
| 3.5 | 1 | < 0.1% | |
| 3.25 | 1 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 2.875 | 1 | < 0.1% | |
| 2.75 | 1 | < 0.1% | |
| 2.571 | 1 | < 0.1% | |
| 2.5 | 3 | < 0.1% | |
| 2.429 | 1 | < 0.1% |
| Distinct | 964 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2748935519 |
|---|---|
| Minimum | 0 |
| Maximum | 0.999 |
| Zeros | 2470 |
| Zeros (%) | 24.4% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.023 |
| median | 0.176 |
| Q3 | 0.503 |
| 95-th percentile | 0.793 |
| Maximum | 0.999 |
| Range | 0.999 |
| Interquartile range (IQR) | 0.48 |
Descriptive statistics
| Standard deviation | 0.2756914693 |
|---|---|
| Coefficient of variation (CV) | 1.002902641 |
| Kurtosis | -0.7949719515 |
| Mean | 0.2748935519 |
| Median Absolute Deviation (MAD) | 0.176 |
| Skewness | 0.7180079968 |
| Sum | 2783.847 |
| Variance | 0.07600578622 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2470 | 24.4% | |
| 0.073 | 44 | 0.4% | |
| 0.057 | 33 | 0.3% | |
| 0.048 | 32 | 0.3% | |
| 0.06 | 30 | 0.3% | |
| 0.045 | 29 | 0.3% | |
| 0.061 | 29 | 0.3% | |
| 0.069 | 28 | 0.3% | |
| 0.059 | 28 | 0.3% | |
| 0.053 | 27 | 0.3% | |
| 0.077 | 26 | 0.3% | |
| 0.039 | 26 | 0.3% | |
| 0.07 | 26 | 0.3% | |
| 0.067 | 25 | 0.2% | |
| 0.056 | 24 | 0.2% | |
| 0.066 | 24 | 0.2% | |
| 0.071 | 24 | 0.2% | |
| 0.054 | 24 | 0.2% | |
| 0.079 | 24 | 0.2% | |
| 0.15 | 24 | 0.2% | |
| 0.05 | 23 | 0.2% | |
| 0.042 | 23 | 0.2% | |
| 0.041 | 23 | 0.2% | |
| 0.1 | 23 | 0.2% | |
| 0.068 | 23 | 0.2% | |
| Other values (939) | 7015 | 69.3% |
| Value | Count | Frequency (%) | |
| 0 | 2470 | 24.4% | |
| 0.004 | 1 | < 0.1% | |
| 0.005 | 1 | < 0.1% | |
| 0.006 | 3 | < 0.1% | |
| 0.007 | 1 | < 0.1% | |
| 0.008 | 2 | < 0.1% | |
| 0.009 | 1 | < 0.1% | |
| 0.01 | 1 | < 0.1% | |
| 0.011 | 1 | < 0.1% | |
| 0.012 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.999 | 1 | < 0.1% | |
| 0.995 | 1 | < 0.1% | |
| 0.994 | 1 | < 0.1% | |
| 0.992 | 1 | < 0.1% | |
| 0.99 | 1 | < 0.1% | |
| 0.988 | 1 | < 0.1% | |
| 0.987 | 1 | < 0.1% | |
| 0.985 | 1 | < 0.1% | |
| 0.984 | 1 | < 0.1% | |
| 0.983 | 4 | < 0.1% |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1
Real number (ℝ≥0)
HIGH CORRELATION| Distinct | 1704 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.159997464 |
|---|---|
| Minimum | 7.6642e-06 |
| Maximum | 0.99958 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 7.6642e-06 |
|---|---|
| 5-th percentile | 4.2358e-05 |
| Q1 | 9.8983e-05 |
| median | 0.00018146 |
| Q3 | 0.0003373 |
| 95-th percentile | 0.99697 |
| Maximum | 0.99958 |
| Range | 0.9995723358 |
| Interquartile range (IQR) | 0.000238317 |
Descriptive statistics
| Standard deviation | 0.3653010124 |
|---|---|
| Coefficient of variation (CV) | 2.283167516 |
| Kurtosis | 1.417535175 |
| Mean | 0.159997464 |
| Median Absolute Deviation (MAD) | 0.000110234 |
| Skewness | 1.848538415 |
| Sum | 1620.294318 |
| Variance | 0.1334448296 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.00019864 | 80 | 0.8% | |
| 0.0003139 | 78 | 0.8% | |
| 0.00030251 | 77 | 0.8% | |
| 0.00018665 | 73 | 0.7% | |
| 0.00011382 | 71 | 0.7% | |
| 0.00019143 | 66 | 0.7% | |
| 0.00011811 | 66 | 0.7% | |
| 0.00017987 | 63 | 0.6% | |
| 0.00018145 | 60 | 0.6% | |
| 0.00016883 | 59 | 0.6% | |
| 0.00030516 | 56 | 0.6% | |
| 9.6126e-05 | 56 | 0.6% | |
| 0.00028395 | 56 | 0.6% | |
| 0.00018864 | 52 | 0.5% | |
| 0.00010684 | 51 | 0.5% | |
| 5.5077e-05 | 50 | 0.5% | |
| 5.7151e-05 | 49 | 0.5% | |
| 0.00032275 | 49 | 0.5% | |
| 9.2637e-05 | 49 | 0.5% | |
| 8.6952e-05 | 48 | 0.5% | |
| 0.00017486 | 47 | 0.5% | |
| 0.0001861 | 47 | 0.5% | |
| 0.00011065 | 47 | 0.5% | |
| 0.00017969 | 45 | 0.4% | |
| 0.00010386 | 44 | 0.4% | |
| Other values (1679) | 8688 | 85.8% |
| Value | Count | Frequency (%) | |
| 7.6642e-06 | 1 | < 0.1% | |
| 7.7559e-06 | 1 | < 0.1% | |
| 1.0252e-05 | 1 | < 0.1% | |
| 1.0546e-05 | 1 | < 0.1% | |
| 1.1536e-05 | 1 | < 0.1% | |
| 1.4461e-05 | 1 | < 0.1% | |
| 1.6948e-05 | 1 | < 0.1% | |
| 1.6949e-05 | 1 | < 0.1% | |
| 1.7434e-05 | 2 | < 0.1% | |
| 1.7785e-05 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.99958 | 3 | < 0.1% | |
| 0.99954 | 1 | < 0.1% | |
| 0.99945 | 3 | < 0.1% | |
| 0.99944 | 4 | < 0.1% | |
| 0.99943 | 1 | < 0.1% | |
| 0.99942 | 2 | < 0.1% | |
| 0.99939 | 6 | 0.1% | |
| 0.99938 | 5 | < 0.1% | |
| 0.99937 | 2 | < 0.1% | |
| 0.99936 | 1 | < 0.1% |
Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2
Real number (ℝ≥0)
HIGH CORRELATION| Distinct | 640 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8400025708 |
|---|---|
| Minimum | 0.00041998 |
| Maximum | 0.99999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 79.2 KiB |
Quantile statistics
| Minimum | 0.00041998 |
|---|---|
| 5-th percentile | 0.00302546 |
| Q1 | 0.99966 |
| median | 0.99982 |
| Q3 | 0.9999 |
| 95-th percentile | 0.99996 |
| Maximum | 0.99999 |
| Range | 0.99957002 |
| Interquartile range (IQR) | 0.00024 |
Descriptive statistics
| Standard deviation | 0.3653010371 |
|---|---|
| Coefficient of variation (CV) | 0.4348808561 |
| Kurtosis | 1.417535174 |
| Mean | 0.8400025708 |
| Median Absolute Deviation (MAD) | 0.00011 |
| Skewness | -1.848538414 |
| Sum | 8506.706035 |
| Variance | 0.1334448477 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.99989 | 631 | 6.2% | |
| 0.99994 | 551 | 5.4% | |
| 0.99981 | 478 | 4.7% | |
| 0.9999 | 452 | 4.5% | |
| 0.99993 | 394 | 3.9% | |
| 0.99988 | 391 | 3.9% | |
| 0.99982 | 373 | 3.7% | |
| 0.9998 | 344 | 3.4% | |
| 0.99991 | 341 | 3.4% | |
| 0.99969 | 322 | 3.2% | |
| 0.99983 | 313 | 3.1% | |
| 0.99984 | 279 | 2.8% | |
| 0.99995 | 265 | 2.6% | |
| 0.99997 | 260 | 2.6% | |
| 0.99992 | 221 | 2.2% | |
| 0.99996 | 183 | 1.8% | |
| 0.99987 | 180 | 1.8% | |
| 0.99972 | 164 | 1.6% | |
| 0.99967 | 159 | 1.6% | |
| 0.99979 | 147 | 1.5% | |
| 0.99985 | 141 | 1.4% | |
| 0.99968 | 140 | 1.4% | |
| 0.99978 | 123 | 1.2% | |
| 0.99971 | 122 | 1.2% | |
| 0.9997 | 112 | 1.1% | |
| Other values (615) | 3041 | 30.0% |
| Value | Count | Frequency (%) | |
| 0.00041998 | 2 | < 0.1% | |
| 0.00042446 | 1 | < 0.1% | |
| 0.00046237 | 1 | < 0.1% | |
| 0.00055285 | 3 | < 0.1% | |
| 0.00055875 | 2 | < 0.1% | |
| 0.0005616 | 1 | < 0.1% | |
| 0.00056181 | 1 | < 0.1% | |
| 0.00056902 | 1 | < 0.1% | |
| 0.00057979 | 1 | < 0.1% | |
| 0.00058361 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.99999 | 6 | 0.1% | |
| 0.99998 | 98 | 1.0% | |
| 0.99997 | 260 | 2.6% | |
| 0.99996 | 183 | 1.8% | |
| 0.99995 | 265 | 2.6% | |
| 0.99994 | 551 | 5.4% | |
| 0.99993 | 394 | 3.9% | |
| 0.99992 | 221 | 2.2% | |
| 0.99991 | 341 | 3.4% | |
| 0.9999 | 452 | 4.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 768805383 | Existing Customer | 45 | M | 3 | High School | Married | $60K - $80K | Blue | 39 | 5 | 1 | 3 | 12691.0 | 777 | 11914.0 | 1.335 | 1144 | 42 | 1.625 | 0.061 | 0.000093 | 0.99991 |
| 1 | 818770008 | Existing Customer | 49 | F | 5 | Graduate | Single | Less than $40K | Blue | 44 | 6 | 1 | 2 | 8256.0 | 864 | 7392.0 | 1.541 | 1291 | 33 | 3.714 | 0.105 | 0.000057 | 0.99994 |
| 2 | 713982108 | Existing Customer | 51 | M | 3 | Graduate | Married | $80K - $120K | Blue | 36 | 4 | 1 | 0 | 3418.0 | 0 | 3418.0 | 2.594 | 1887 | 20 | 2.333 | 0.000 | 0.000021 | 0.99998 |
| 3 | 769911858 | Existing Customer | 40 | F | 4 | High School | Unknown | Less than $40K | Blue | 34 | 3 | 4 | 1 | 3313.0 | 2517 | 796.0 | 1.405 | 1171 | 20 | 2.333 | 0.760 | 0.000134 | 0.99987 |
| 4 | 709106358 | Existing Customer | 40 | M | 3 | Uneducated | Married | $60K - $80K | Blue | 21 | 5 | 1 | 0 | 4716.0 | 0 | 4716.0 | 2.175 | 816 | 28 | 2.500 | 0.000 | 0.000022 | 0.99998 |
| 5 | 713061558 | Existing Customer | 44 | M | 2 | Graduate | Married | $40K - $60K | Blue | 36 | 3 | 1 | 2 | 4010.0 | 1247 | 2763.0 | 1.376 | 1088 | 24 | 0.846 | 0.311 | 0.000055 | 0.99994 |
| 6 | 810347208 | Existing Customer | 51 | M | 4 | Unknown | Married | $120K + | Gold | 46 | 6 | 1 | 3 | 34516.0 | 2264 | 32252.0 | 1.975 | 1330 | 31 | 0.722 | 0.066 | 0.000123 | 0.99988 |
| 7 | 818906208 | Existing Customer | 32 | M | 0 | High School | Unknown | $60K - $80K | Silver | 27 | 2 | 2 | 2 | 29081.0 | 1396 | 27685.0 | 2.204 | 1538 | 36 | 0.714 | 0.048 | 0.000086 | 0.99991 |
| 8 | 710930508 | Existing Customer | 37 | M | 3 | Uneducated | Single | $60K - $80K | Blue | 36 | 5 | 2 | 0 | 22352.0 | 2517 | 19835.0 | 3.355 | 1350 | 24 | 1.182 | 0.113 | 0.000045 | 0.99996 |
| 9 | 719661558 | Existing Customer | 48 | M | 2 | Graduate | Single | $80K - $120K | Blue | 36 | 6 | 3 | 3 | 11656.0 | 1677 | 9979.0 | 1.524 | 1441 | 32 | 0.882 | 0.144 | 0.000303 | 0.99970 |
Last rows
| CLIENTNUM | Attrition_Flag | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_1 | Naive_Bayes_Classifier_Attrition_Flag_Card_Category_Contacts_Count_12_mon_Dependent_count_Education_Level_Months_Inactive_12_mon_2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10117 | 712503408 | Existing Customer | 57 | M | 2 | Graduate | Married | $80K - $120K | Blue | 40 | 6 | 3 | 4 | 17925.0 | 1909 | 16016.0 | 0.712 | 17498 | 111 | 0.820 | 0.106 | 0.000516 | 0.999480 |
| 10118 | 713755458 | Attrited Customer | 50 | M | 1 | Unknown | Unknown | $80K - $120K | Blue | 36 | 6 | 3 | 4 | 9959.0 | 952 | 9007.0 | 0.825 | 10310 | 63 | 1.100 | 0.096 | 0.998130 | 0.001874 |
| 10119 | 716893683 | Attrited Customer | 55 | F | 3 | Uneducated | Single | Unknown | Blue | 47 | 4 | 3 | 3 | 14657.0 | 2517 | 12140.0 | 0.166 | 6009 | 53 | 0.514 | 0.172 | 0.996910 | 0.003088 |
| 10120 | 710841183 | Existing Customer | 54 | M | 1 | High School | Single | $60K - $80K | Blue | 34 | 5 | 2 | 0 | 13940.0 | 2109 | 11831.0 | 0.660 | 15577 | 114 | 0.754 | 0.151 | 0.000038 | 0.999960 |
| 10121 | 713899383 | Existing Customer | 56 | F | 1 | Graduate | Single | Less than $40K | Blue | 50 | 4 | 1 | 4 | 3688.0 | 606 | 3082.0 | 0.570 | 14596 | 120 | 0.791 | 0.164 | 0.000148 | 0.999850 |
| 10122 | 772366833 | Existing Customer | 50 | M | 2 | Graduate | Single | $40K - $60K | Blue | 40 | 3 | 2 | 3 | 4003.0 | 1851 | 2152.0 | 0.703 | 15476 | 117 | 0.857 | 0.462 | 0.000191 | 0.999810 |
| 10123 | 710638233 | Attrited Customer | 41 | M | 2 | Unknown | Divorced | $40K - $60K | Blue | 25 | 4 | 2 | 3 | 4277.0 | 2186 | 2091.0 | 0.804 | 8764 | 69 | 0.683 | 0.511 | 0.995270 | 0.004729 |
| 10124 | 716506083 | Attrited Customer | 44 | F | 1 | High School | Married | Less than $40K | Blue | 36 | 5 | 3 | 4 | 5409.0 | 0 | 5409.0 | 0.819 | 10291 | 60 | 0.818 | 0.000 | 0.997880 | 0.002118 |
| 10125 | 717406983 | Attrited Customer | 30 | M | 2 | Graduate | Unknown | $40K - $60K | Blue | 36 | 4 | 3 | 3 | 5281.0 | 0 | 5281.0 | 0.535 | 8395 | 62 | 0.722 | 0.000 | 0.996710 | 0.003294 |
| 10126 | 714337233 | Attrited Customer | 43 | F | 2 | Graduate | Married | Less than $40K | Silver | 25 | 6 | 2 | 4 | 10388.0 | 1961 | 8427.0 | 0.703 | 10294 | 61 | 0.649 | 0.189 | 0.996620 | 0.003377 |